Anomaly Detection Principles and Algorithms (Terrorism, Security, and Computation)
暫譯: 異常偵測原則與演算法(恐怖主義、安全與計算)
Kishan G. Mehrotra, Chilukuri K. Mohan, HuaMing Huang
- 出版商: Springer
- 出版日期: 2018-01-25
- 售價: $6,340
- 貴賓價: 9.5 折 $6,023
- 語言: 英文
- 頁數: 217
- 裝訂: Hardcover
- ISBN: 3319675249
- ISBN-13: 9783319675244
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相關分類:
Algorithms-data-structures、資訊安全
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book provides a readable and elegant presentation of the principles of anomaly detection,providing an easy introduction for newcomers to the field. A large number of algorithms are succinctly described, along with a presentation of their strengths and weaknesses.
The authors also cover algorithms that address different kinds of problems of interest with single and multiple time series data and multi-dimensional data. New ensemble anomaly detection algorithms are described, utilizing the benefits provided by diverse algorithms, each of which work well on some kinds of data.
With advancements in technology and the extensive use of the internet as a medium for communications and commerce, there has been a tremendous increase in the threats faced by individuals and organizations from attackers and criminal entities. Variations in the observable behaviors of individuals (from others and from their own past behaviors) have been found to be useful in predicting potential problems of various kinds. Hence computer scientists and statisticians have been conducting research on automatically identifying anomalies in large datasets.
This book will primarily target practitioners and researchers who are newcomers to the area of modern anomaly detection techniques. Advanced-level students in computer science will also find this book helpful with their studies.
商品描述(中文翻譯)
這本書以易讀且優雅的方式介紹了異常檢測的原則,為該領域的新手提供了簡單的入門介紹。書中簡潔地描述了大量的演算法,並呈現了它們的優缺點。
作者還涵蓋了針對單一和多重時間序列數據以及多維數據的不同問題的演算法。書中描述了新的集成異常檢測演算法,利用了多樣化演算法所提供的優勢,每種演算法在某些類型的數據上表現良好。
隨著技術的進步和互聯網作為通信和商務媒介的廣泛使用,個人和組織面臨的攻擊者和犯罪實體所帶來的威脅大幅增加。觀察到的個體行為變化(來自他人及其自身過去的行為)被發現對預測各種潛在問題非常有用。因此,計算機科學家和統計學家一直在進行研究,以自動識別大型數據集中的異常。
這本書主要針對對現代異常檢測技術感興趣的實務工作者和研究人員,特別是新手。計算機科學的高級學生也會發現這本書對他們的學習有幫助。